loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Eunji Park ; Kyung Ho Park and Huy Kang Kim

Affiliation: School of Cybersecurity, Korea University, Seoul, Republic of Korea

Keyword(s): Explainable Artificial Intelligence, Game Bot Detection.

Abstract: The game industry has long been troubled by malicious activities utilizing game bots. The game bots disturb other game players and destroy the environmental system of the games. For these reasons, the game industry put their best efforts to detect the game bots among players’ characters using the learning-based detections. However, one problem with the detection methodologies is that they do not provide rational explanations about their decisions. To resolve this problem, in this work, we investigate the explainabilities of the game bot detection. We develop the XAI model using a dataset from the Korean MMORPG, AION, which includes game logs of human players and game bots. More than one classification model has been applied to the dataset to be analyzed by applying interpretable models. This provides us explanations about the game bots’ behavior, and the truthfulness of the explanations has been evaluated. Besides, interpretability contributes to minimizing false detection, which imp oses unfair restrictions on human players. (More)

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 44.200.193.174

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Park, E.; Park, K. and Kim, H. (2021). Understand Watchdogs: Discover How Game Bot Get Discovered. In Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-484-8; ISSN 2184-433X, SciTePress, pages 924-931. DOI: 10.5220/0010264609240931

@conference{icaart21,
author={Eunji Park. and Kyung Ho Park. and Huy Kang Kim.},
title={Understand Watchdogs: Discover How Game Bot Get Discovered},
booktitle={Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2021},
pages={924-931},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010264609240931},
isbn={978-989-758-484-8},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 13th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - Understand Watchdogs: Discover How Game Bot Get Discovered
SN - 978-989-758-484-8
IS - 2184-433X
AU - Park, E.
AU - Park, K.
AU - Kim, H.
PY - 2021
SP - 924
EP - 931
DO - 10.5220/0010264609240931
PB - SciTePress